Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 45984 |
| Missing cells | 161745 |
| Missing cells (%) | 23.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.3 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 9 |
country has a high cardinality: 222 distinct values | High cardinality |
iso_code has a high cardinality: 222 distinct values | High cardinality |
date has a high cardinality: 294 distinct values | High cardinality |
vaccines has a high cardinality: 68 distinct values | High cardinality |
source_name has a high cardinality: 86 distinct values | High cardinality |
source_website has a high cardinality: 146 distinct values | High cardinality |
total_vaccinations is highly correlated with people_vaccinated and 3 other fields | High correlation |
people_vaccinated is highly correlated with total_vaccinations and 3 other fields | High correlation |
people_fully_vaccinated is highly correlated with total_vaccinations and 5 other fields | High correlation |
daily_vaccinations_raw is highly correlated with total_vaccinations and 3 other fields | High correlation |
daily_vaccinations is highly correlated with total_vaccinations and 3 other fields | High correlation |
total_vaccinations_per_hundred is highly correlated with people_fully_vaccinated and 3 other fields | High correlation |
people_vaccinated_per_hundred is highly correlated with total_vaccinations_per_hundred and 2 other fields | High correlation |
people_fully_vaccinated_per_hundred is highly correlated with people_fully_vaccinated and 3 other fields | High correlation |
daily_vaccinations_per_million is highly correlated with total_vaccinations_per_hundred and 2 other fields | High correlation |
total_vaccinations is highly correlated with people_vaccinated and 3 other fields | High correlation |
people_vaccinated is highly correlated with total_vaccinations and 3 other fields | High correlation |
people_fully_vaccinated is highly correlated with total_vaccinations and 3 other fields | High correlation |
daily_vaccinations_raw is highly correlated with total_vaccinations and 3 other fields | High correlation |
daily_vaccinations is highly correlated with total_vaccinations and 3 other fields | High correlation |
total_vaccinations_per_hundred is highly correlated with people_vaccinated_per_hundred and 1 other fields | High correlation |
people_vaccinated_per_hundred is highly correlated with total_vaccinations_per_hundred and 1 other fields | High correlation |
people_fully_vaccinated_per_hundred is highly correlated with total_vaccinations_per_hundred and 1 other fields | High correlation |
total_vaccinations is highly correlated with people_vaccinated and 3 other fields | High correlation |
people_vaccinated is highly correlated with total_vaccinations and 3 other fields | High correlation |
people_fully_vaccinated is highly correlated with total_vaccinations and 3 other fields | High correlation |
daily_vaccinations_raw is highly correlated with total_vaccinations and 3 other fields | High correlation |
daily_vaccinations is highly correlated with total_vaccinations and 3 other fields | High correlation |
total_vaccinations_per_hundred is highly correlated with people_vaccinated_per_hundred and 2 other fields | High correlation |
people_vaccinated_per_hundred is highly correlated with total_vaccinations_per_hundred and 2 other fields | High correlation |
people_fully_vaccinated_per_hundred is highly correlated with total_vaccinations_per_hundred and 1 other fields | High correlation |
daily_vaccinations_per_million is highly correlated with total_vaccinations_per_hundred and 1 other fields | High correlation |
vaccines is highly correlated with source_name | High correlation |
source_name is highly correlated with vaccines | High correlation |
total_vaccinations is highly correlated with people_vaccinated and 5 other fields | High correlation |
people_vaccinated is highly correlated with total_vaccinations and 5 other fields | High correlation |
people_fully_vaccinated is highly correlated with total_vaccinations and 5 other fields | High correlation |
daily_vaccinations_raw is highly correlated with total_vaccinations and 5 other fields | High correlation |
daily_vaccinations is highly correlated with total_vaccinations and 5 other fields | High correlation |
total_vaccinations_per_hundred is highly correlated with people_vaccinated_per_hundred and 3 other fields | High correlation |
people_vaccinated_per_hundred is highly correlated with total_vaccinations_per_hundred and 3 other fields | High correlation |
people_fully_vaccinated_per_hundred is highly correlated with total_vaccinations_per_hundred and 3 other fields | High correlation |
vaccines is highly correlated with total_vaccinations and 8 other fields | High correlation |
source_name is highly correlated with total_vaccinations and 8 other fields | High correlation |
total_vaccinations has 20900 (45.5%) missing values | Missing |
people_vaccinated has 22038 (47.9%) missing values | Missing |
people_fully_vaccinated has 24935 (54.2%) missing values | Missing |
daily_vaccinations_raw has 25384 (55.2%) missing values | Missing |
total_vaccinations_per_hundred has 20900 (45.5%) missing values | Missing |
people_vaccinated_per_hundred has 22038 (47.9%) missing values | Missing |
people_fully_vaccinated_per_hundred has 24936 (54.2%) missing values | Missing |
people_fully_vaccinated is highly skewed (γ1 = 21.0654483) | Skewed |
people_fully_vaccinated_per_hundred has 475 (1.0%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-30 23:03:55.362949 |
|---|---|
| Analysis finished | 2021-10-30 23:04:17.083665 |
| Duration | 21.72 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 222 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 359.4 KiB |
| Denmark | 293 |
|---|---|
| Norway | 292 |
| Latvia | 291 |
| Scotland | 286 |
| England | 286 |
| Other values (217) |
Length
| Max length | 32 |
|---|---|
| Median length | 7 |
| Mean length | 8.732559151 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Afghanistan |
|---|---|
| 2nd row | Afghanistan |
| 3rd row | Afghanistan |
| 4th row | Afghanistan |
| 5th row | Afghanistan |
Common Values
| Value | Count | Frequency (%) |
| Denmark | 293 | 0.6% |
| Norway | 292 | 0.6% |
| Latvia | 291 | 0.6% |
| Scotland | 286 | 0.6% |
| England | 286 | 0.6% |
| Wales | 281 | 0.6% |
| Canada | 281 | 0.6% |
| United Kingdom | 281 | 0.6% |
| Northern Ireland | 281 | 0.6% |
| China | 280 | 0.6% |
| Other values (212) | 43132 |
Length
| Value | Count | Frequency (%) |
| and | 1790 | 3.0% |
| islands | 1199 | 2.0% |
| united | 815 | 1.4% |
| saint | 697 | 1.2% |
| new | 608 | 1.0% |
| south | 587 | 1.0% |
| ireland | 544 | 0.9% |
| guinea | 521 | 0.9% |
| northern | 495 | 0.8% |
| republic | 494 | 0.8% |
| Other values (249) | 51901 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 222 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 359.4 KiB |
| DNK | 293 |
|---|---|
| NOR | 292 |
| LVA | 291 |
| OWID_ENG | 286 |
| OWID_SCT | 286 |
| Other values (217) |
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 3.165818546 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | AFG |
|---|---|
| 2nd row | AFG |
| 3rd row | AFG |
| 4th row | AFG |
| 5th row | AFG |
Common Values
| Value | Count | Frequency (%) |
| DNK | 293 | 0.6% |
| NOR | 292 | 0.6% |
| LVA | 291 | 0.6% |
| OWID_ENG | 286 | 0.6% |
| OWID_SCT | 286 | 0.6% |
| GBR | 281 | 0.6% |
| CAN | 281 | 0.6% |
| OWID_WLS | 281 | 0.6% |
| OWID_NIR | 281 | 0.6% |
| RUS | 280 | 0.6% |
| Other values (212) | 43132 |
Length
| Value | Count | Frequency (%) |
| dnk | 293 | 0.6% |
| nor | 292 | 0.6% |
| lva | 291 | 0.6% |
| owid_eng | 286 | 0.6% |
| owid_sct | 286 | 0.6% |
| gbr | 281 | 0.6% |
| can | 281 | 0.6% |
| owid_wls | 281 | 0.6% |
| owid_nir | 281 | 0.6% |
| rus | 280 | 0.6% |
| Other values (212) | 43132 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 294 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 359.4 KiB |
| 02-08-2021 | 217 |
|---|---|
| 20-07-2021 | 217 |
| 10-08-2021 | 217 |
| 18-07-2021 | 217 |
| 27-07-2021 | 217 |
| Other values (289) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 22-02-2021 |
|---|---|
| 2nd row | 23-02-2021 |
| 3rd row | 24-02-2021 |
| 4th row | 25-02-2021 |
| 5th row | 26-02-2021 |
Common Values
| Value | Count | Frequency (%) |
| 02-08-2021 | 217 | 0.5% |
| 20-07-2021 | 217 | 0.5% |
| 10-08-2021 | 217 | 0.5% |
| 18-07-2021 | 217 | 0.5% |
| 27-07-2021 | 217 | 0.5% |
| 08-08-2021 | 217 | 0.5% |
| 29-06-2021 | 217 | 0.5% |
| 29-07-2021 | 217 | 0.5% |
| 28-06-2021 | 217 | 0.5% |
| 21-06-2021 | 217 | 0.5% |
| Other values (284) | 43814 |
Length
| Value | Count | Frequency (%) |
| 02-08-2021 | 217 | 0.5% |
| 19-07-2021 | 217 | 0.5% |
| 20-07-2021 | 217 | 0.5% |
| 15-08-2021 | 217 | 0.5% |
| 26-07-2021 | 217 | 0.5% |
| 24-06-2021 | 217 | 0.5% |
| 27-06-2021 | 217 | 0.5% |
| 14-08-2021 | 217 | 0.5% |
| 12-08-2021 | 217 | 0.5% |
| 22-06-2021 | 217 | 0.5% |
| Other values (284) | 43814 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
total_vaccinations
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 24534 |
|---|---|
| Distinct (%) | 97.8% |
| Missing | 20900 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20487937.01 |
| Minimum | 0 |
|---|---|
| Maximum | 2180986000 |
| Zeros | 139 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 359.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 13614.7 |
| Q1 | 207767.75 |
| median | 1459863 |
| Q3 | 7737194 |
| 95-th percentile | 68620795.95 |
| Maximum | 2180986000 |
| Range | 2180986000 |
| Interquartile range (IQR) | 7529426.25 |
Descriptive statistics
| Standard deviation | 117360316.8 |
|---|---|
| Coefficient of variation (CV) | 5.728264236 |
| Kurtosis | 196.3500563 |
| Mean | 20487937.01 |
| Median Absolute Deviation (MAD) | 1417767 |
| Skewness | 13.05852627 |
| Sum | 5.139194119 × 1011 |
| Variance | 1.377344397 × 1016 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 139 | 0.3% |
| 39207 | 17 | < 0.1% |
| 43139 | 11 | < 0.1% |
| 8655 | 8 | < 0.1% |
| 10708 | 7 | < 0.1% |
| 6 | 6 | < 0.1% |
| 38572 | 6 | < 0.1% |
| 2 | 5 | < 0.1% |
| 841 | 5 | < 0.1% |
| 846 | 5 | < 0.1% |
| Other values (24524) | 24875 | |
| (Missing) | 20900 |
| Value | Count | Frequency (%) |
| 0 | 139 | |
| 1 | 3 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2180986000 | 1 | |
| 2177638000 | 1 | |
| 2174043000 | 1 | |
| 2170017000 | 1 | |
| 2165679000 | 1 | |
| 2161428000 | 1 | |
| 2156938000 | 1 | |
| 2152520000 | 1 | |
| 2148120000 | 1 | |
| 2142580000 | 1 |
people_vaccinated
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 23212 |
|---|---|
| Distinct (%) | 96.9% |
| Missing | 22038 |
| Missing (%) | 47.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8757992.75 |
| Minimum | 0 |
|---|---|
| Maximum | 1100842000 |
| Zeros | 129 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 359.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 11559 |
| Q1 | 166852.5 |
| median | 998103.5 |
| Q3 | 4679777.5 |
| 95-th percentile | 38529067.5 |
| Maximum | 1100842000 |
| Range | 1100842000 |
| Interquartile range (IQR) | 4512925 |
Descriptive statistics
| Standard deviation | 34301725.71 |
|---|---|
| Coefficient of variation (CV) | 3.91661956 |
| Kurtosis | 223.2831084 |
| Mean | 8757992.75 |
| Median Absolute Deviation (MAD) | 967123.5 |
| Skewness | 12.08574061 |
| Sum | 2.097188944 × 1011 |
| Variance | 1.176608387 × 1015 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 129 | 0.3% |
| 5823245 | 28 | 0.1% |
| 2113080 | 13 | < 0.1% |
| 24773 | 10 | < 0.1% |
| 486242 | 10 | < 0.1% |
| 928107 | 8 | < 0.1% |
| 8655 | 8 | < 0.1% |
| 10708 | 7 | < 0.1% |
| 142125 | 7 | < 0.1% |
| 2611807 | 6 | < 0.1% |
| Other values (23202) | 23720 | |
| (Missing) | 22038 |
| Value | Count | Frequency (%) |
| 0 | 129 | |
| 1 | 3 | < 0.1% |
| 2 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 6 | < 0.1% |
| 7 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1100842000 | 1 | |
| 1095000000 | 1 | |
| 1072500000 | 1 | |
| 622000000 | 1 | |
| 606563237 | 1 | |
| 602206789 | 1 | |
| 597205296 | 1 | |
| 586105233 | 1 | |
| 582842108 | 1 | |
| 576856263 | 1 |
people_fully_vaccinated
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGSKEWED| Distinct | 20122 |
|---|---|
| Distinct (%) | 95.6% |
| Missing | 24935 |
| Missing (%) | 54.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5583140.034 |
| Minimum | 1 |
|---|---|
| Maximum | 1022207000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 359.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3451.2 |
| Q1 | 80363 |
| median | 635314 |
| Q3 | 3270303 |
| 95-th percentile | 27643648.2 |
| Maximum | 1022207000 |
| Range | 1022206999 |
| Interquartile range (IQR) | 3189940 |
Descriptive statistics
| Standard deviation | 22116692.76 |
|---|---|
| Coefficient of variation (CV) | 3.961335848 |
| Kurtosis | 795.5951026 |
| Mean | 5583140.034 |
| Median Absolute Deviation (MAD) | 620003 |
| Skewness | 21.0654483 |
| Sum | 1.175195146 × 1011 |
| Variance | 4.891480985 × 1014 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 69 | 0.2% |
| 2 | 33 | 0.1% |
| 5 | 31 | 0.1% |
| 1179 | 27 | 0.1% |
| 6 | 20 | < 0.1% |
| 19019 | 20 | < 0.1% |
| 3 | 18 | < 0.1% |
| 7 | 17 | < 0.1% |
| 8 | 16 | < 0.1% |
| 341 | 14 | < 0.1% |
| Other values (20112) | 20784 | |
| (Missing) | 24935 |
| Value | Count | Frequency (%) |
| 1 | 69 | |
| 2 | 33 | |
| 3 | 18 | < 0.1% |
| 4 | 10 | < 0.1% |
| 5 | 31 | |
| 6 | 20 | < 0.1% |
| 7 | 17 | < 0.1% |
| 8 | 16 | < 0.1% |
| 9 | 8 | < 0.1% |
| 10 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 1022207000 | 1 | |
| 1011584000 | 1 | |
| 969720000 | 1 | |
| 889439000 | 1 | |
| 777046000 | 1 | |
| 205669279 | 1 | |
| 202571907 | 1 | |
| 198809823 | 1 | |
| 191282617 | 1 | |
| 188499533 | 1 |
daily_vaccinations_raw
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 17407 |
|---|---|
| Distinct (%) | 84.5% |
| Missing | 25384 |
| Missing (%) | 55.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 259785.02 |
| Minimum | 0 |
|---|---|
| Maximum | 24741000 |
| Zeros | 240 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 359.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 297 |
| Q1 | 4898 |
| median | 24106.5 |
| Q3 | 111688.75 |
| 95-th percentile | 734813.45 |
| Maximum | 24741000 |
| Range | 24741000 |
| Interquartile range (IQR) | 106790.75 |
Descriptive statistics
| Standard deviation | 1317280.917 |
|---|---|
| Coefficient of variation (CV) | 5.070657717 |
| Kurtosis | 142.5510671 |
| Mean | 259785.02 |
| Median Absolute Deviation (MAD) | 23000.5 |
| Skewness | 11.10058644 |
| Sum | 5351571413 |
| Variance | 1.735229013 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 240 | 0.5% |
| 1 | 37 | 0.1% |
| 3 | 14 | < 0.1% |
| 4 | 13 | < 0.1% |
| 5 | 11 | < 0.1% |
| 2 | 10 | < 0.1% |
| 30 | 9 | < 0.1% |
| 7 | 9 | < 0.1% |
| 1025 | 8 | < 0.1% |
| 8 | 8 | < 0.1% |
| Other values (17397) | 20241 | |
| (Missing) | 25384 |
| Value | Count | Frequency (%) |
| 0 | 240 | |
| 1 | 37 | 0.1% |
| 2 | 10 | < 0.1% |
| 3 | 14 | < 0.1% |
| 4 | 13 | < 0.1% |
| 5 | 11 | < 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 9 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 24741000 | 1 | |
| 24119000 | 1 | |
| 23605000 | 1 | |
| 23162000 | 1 | |
| 22918000 | 1 | |
| 22296000 | 1 | |
| 22039000 | 1 | |
| 21502000 | 1 | |
| 21425000 | 1 | |
| 21240000 | 1 |
daily_vaccinations
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 24529 |
|---|---|
| Distinct (%) | 53.7% |
| Missing | 307 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 130853.5448 |
| Minimum | 0 |
|---|---|
| Maximum | 22424286 |
| Zeros | 204 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 359.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 75 |
| Q1 | 871 |
| median | 6774 |
| Q3 | 41695 |
| 95-th percentile | 419247 |
| Maximum | 22424286 |
| Range | 22424286 |
| Interquartile range (IQR) | 40824 |
Descriptive statistics
| Standard deviation | 875853.8116 |
|---|---|
| Coefficient of variation (CV) | 6.693390024 |
| Kurtosis | 304.4140463 |
| Mean | 130853.5448 |
| Median Absolute Deviation (MAD) | 6598 |
| Skewness | 16.13645739 |
| Sum | 5976997368 |
| Variance | 7.671198993 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 204 | 0.4% |
| 22369 | 176 | 0.4% |
| 196 | 158 | 0.3% |
| 1 | 111 | 0.2% |
| 312 | 88 | 0.2% |
| 202 | 80 | 0.2% |
| 57 | 80 | 0.2% |
| 425 | 78 | 0.2% |
| 4 | 77 | 0.2% |
| 2 | 74 | 0.2% |
| Other values (24519) | 44551 | |
| (Missing) | 307 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 204 | |
| 1 | 111 | |
| 2 | 74 | 0.2% |
| 3 | 29 | 0.1% |
| 4 | 77 | 0.2% |
| 5 | 27 | 0.1% |
| 6 | 33 | 0.1% |
| 7 | 30 | 0.1% |
| 8 | 18 | < 0.1% |
| 9 | 17 | < 0.1% |
| Value | Count | Frequency (%) |
| 22424286 | 1 | |
| 22366286 | 1 | |
| 22105857 | 1 | |
| 21998714 | 1 | |
| 21993000 | 1 | |
| 21935429 | 1 | |
| 21536000 | 1 | |
| 21253286 | 1 | |
| 21124714 | 1 | |
| 20801429 | 1 |
total_vaccinations_per_hundred
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 10351 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 20900 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.74065859 |
| Minimum | 0 |
|---|---|
| Maximum | 235.39 |
| Zeros | 245 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 359.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.29 |
| Q1 | 5.27 |
| median | 26.44 |
| Q3 | 73.4425 |
| 95-th percentile | 132.6285 |
| Maximum | 235.39 |
| Range | 235.39 |
| Interquartile range (IQR) | 68.1725 |
Descriptive statistics
| Standard deviation | 45.0444271 |
|---|---|
| Coefficient of variation (CV) | 1.029806787 |
| Kurtosis | 0.116460321 |
| Mean | 43.74065859 |
| Median Absolute Deviation (MAD) | 24.475 |
| Skewness | 1.002541199 |
| Sum | 1097190.68 |
| Variance | 2029.000413 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 245 | 0.5% |
| 0.01 | 95 | 0.2% |
| 0.02 | 70 | 0.2% |
| 0.06 | 57 | 0.1% |
| 0.07 | 55 | 0.1% |
| 0.04 | 54 | 0.1% |
| 0.05 | 53 | 0.1% |
| 0.03 | 50 | 0.1% |
| 0.1 | 37 | 0.1% |
| 0.12 | 37 | 0.1% |
| Other values (10341) | 24331 | |
| (Missing) | 20900 |
| Value | Count | Frequency (%) |
| 0 | 245 | |
| 0.01 | 95 | 0.2% |
| 0.02 | 70 | 0.2% |
| 0.03 | 50 | 0.1% |
| 0.04 | 54 | 0.1% |
| 0.05 | 53 | 0.1% |
| 0.06 | 57 | 0.1% |
| 0.07 | 55 | 0.1% |
| 0.08 | 30 | 0.1% |
| 0.09 | 34 | 0.1% |
| Value | Count | Frequency (%) |
| 235.39 | 1 | |
| 235.28 | 1 | |
| 235.18 | 1 | |
| 235.05 | 1 | |
| 234.83 | 1 | |
| 234.7 | 1 | |
| 234.56 | 1 | |
| 234.53 | 1 | |
| 234.37 | 1 | |
| 234.15 | 1 |
people_vaccinated_per_hundred
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 7071 |
|---|---|
| Distinct (%) | 29.5% |
| Missing | 22038 |
| Missing (%) | 47.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.56949804 |
| Minimum | 0 |
|---|---|
| Maximum | 118.27 |
| Zeros | 228 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 359.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.28 |
| Q1 | 4.1125 |
| median | 18.6 |
| Q3 | 46.3 |
| 95-th percentile | 71.1 |
| Maximum | 118.27 |
| Range | 118.27 |
| Interquartile range (IQR) | 42.1875 |
Descriptive statistics
| Standard deviation | 24.458658 |
|---|---|
| Coefficient of variation (CV) | 0.9205540114 |
| Kurtosis | -0.6370711252 |
| Mean | 26.56949804 |
| Median Absolute Deviation (MAD) | 16.65 |
| Skewness | 0.6922236367 |
| Sum | 636233.2 |
| Variance | 598.2259511 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 228 | 0.5% |
| 0.01 | 93 | 0.2% |
| 0.02 | 69 | 0.2% |
| 0.07 | 64 | 0.1% |
| 3.5 | 62 | 0.1% |
| 0.04 | 53 | 0.1% |
| 0.05 | 52 | 0.1% |
| 0.06 | 51 | 0.1% |
| 0.03 | 48 | 0.1% |
| 0.24 | 39 | 0.1% |
| Other values (7061) | 23187 | |
| (Missing) | 22038 |
| Value | Count | Frequency (%) |
| 0 | 228 | |
| 0.01 | 93 | |
| 0.02 | 69 | 0.2% |
| 0.03 | 48 | 0.1% |
| 0.04 | 53 | 0.1% |
| 0.05 | 52 | 0.1% |
| 0.06 | 51 | 0.1% |
| 0.07 | 64 | 0.1% |
| 0.08 | 22 | < 0.1% |
| 0.09 | 36 | 0.1% |
| Value | Count | Frequency (%) |
| 118.27 | 1 | |
| 118.24 | 1 | |
| 118.2 | 1 | |
| 118.16 | 1 | |
| 118.09 | 1 | |
| 118.05 | 1 | |
| 118 | 2 | |
| 117.92 | 1 | |
| 117.71 | 1 | |
| 117.62 | 1 |
people_fully_vaccinated_per_hundred
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGZEROS| Distinct | 6043 |
|---|---|
| Distinct (%) | 28.7% |
| Missing | 24936 |
| Missing (%) | 54.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.68974249 |
| Minimum | 0 |
|---|---|
| Maximum | 117.12 |
| Zeros | 475 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 359.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.07 |
| Q1 | 2.3 |
| median | 10.645 |
| Q3 | 32.2525 |
| 95-th percentile | 62.9065 |
| Maximum | 117.12 |
| Range | 117.12 |
| Interquartile range (IQR) | 29.9525 |
Descriptive statistics
| Standard deviation | 21.46713526 |
|---|---|
| Coefficient of variation (CV) | 1.090269985 |
| Kurtosis | 0.5469886012 |
| Mean | 19.68974249 |
| Median Absolute Deviation (MAD) | 9.915 |
| Skewness | 1.14982895 |
| Sum | 414429.7 |
| Variance | 460.8378962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 475 | 1.0% |
| 0.01 | 178 | 0.4% |
| 0.02 | 99 | 0.2% |
| 0.08 | 87 | 0.2% |
| 0.04 | 84 | 0.2% |
| 0.03 | 83 | 0.2% |
| 0.07 | 64 | 0.1% |
| 0.05 | 64 | 0.1% |
| 0.06 | 58 | 0.1% |
| 0.29 | 57 | 0.1% |
| Other values (6033) | 19799 | |
| (Missing) | 24936 |
| Value | Count | Frequency (%) |
| 0 | 475 | |
| 0.01 | 178 | 0.4% |
| 0.02 | 99 | 0.2% |
| 0.03 | 83 | 0.2% |
| 0.04 | 84 | 0.2% |
| 0.05 | 64 | 0.1% |
| 0.06 | 58 | 0.1% |
| 0.07 | 64 | 0.1% |
| 0.08 | 87 | 0.2% |
| 0.09 | 41 | 0.1% |
| Value | Count | Frequency (%) |
| 117.12 | 1 | |
| 117.04 | 1 | |
| 116.97 | 1 | |
| 116.89 | 1 | |
| 116.74 | 1 | |
| 116.65 | 1 | |
| 116.56 | 1 | |
| 116.52 | 1 | |
| 116.45 | 1 | |
| 116.44 | 1 |
| Distinct | 10997 |
|---|---|
| Distinct (%) | 24.1% |
| Missing | 307 |
| Missing (%) | 0.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3547.60352 |
| Minimum | 0 |
|---|---|
| Maximum | 117497 |
| Zeros | 255 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 359.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 43 |
| Q1 | 505 |
| median | 2191 |
| Q3 | 5307 |
| 95-th percentile | 10735.4 |
| Maximum | 117497 |
| Range | 117497 |
| Interquartile range (IQR) | 4802 |
Descriptive statistics
| Standard deviation | 4429.261509 |
|---|---|
| Coefficient of variation (CV) | 1.248522132 |
| Kurtosis | 66.83767559 |
| Mean | 3547.60352 |
| Median Absolute Deviation (MAD) | 1925 |
| Skewness | 4.861220497 |
| Sum | 162043886 |
| Variance | 19618357.52 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 255 | 0.6% |
| 501 | 184 | 0.4% |
| 7412 | 148 | 0.3% |
| 176 | 145 | 0.3% |
| 43 | 141 | 0.3% |
| 4 | 102 | 0.2% |
| 28 | 95 | 0.2% |
| 3 | 84 | 0.2% |
| 15 | 84 | 0.2% |
| 7954 | 78 | 0.2% |
| Other values (10987) | 44361 | |
| (Missing) | 307 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 255 | |
| 1 | 65 | 0.1% |
| 2 | 67 | 0.1% |
| 3 | 84 | 0.2% |
| 4 | 102 | 0.2% |
| 5 | 65 | 0.1% |
| 6 | 25 | 0.1% |
| 7 | 67 | 0.1% |
| 8 | 69 | 0.2% |
| 9 | 58 | 0.1% |
| Value | Count | Frequency (%) |
| 117497 | 1 | |
| 117410 | 1 | |
| 110205 | 1 | |
| 109282 | 1 | |
| 101235 | 1 | |
| 92926 | 1 | |
| 83086 | 1 | |
| 78604 | 1 | |
| 73854 | 1 | |
| 72868 | 1 |
| Distinct | 68 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 359.4 KiB |
| Johnson&Johnson, Moderna, Oxford/AstraZeneca, Pfizer/BioNTech | |
|---|---|
| Oxford/AstraZeneca | |
| Moderna, Oxford/AstraZeneca, Pfizer/BioNTech | |
| Oxford/AstraZeneca, Sinopharm/Beijing | |
| Oxford/AstraZeneca, Pfizer/BioNTech | |
| Other values (63) |
Length
| Max length | 101 |
|---|---|
| Median length | 44 |
| Mean length | 44.43786969 |
| Min length | 7 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing |
|---|---|
| 2nd row | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing |
| 3rd row | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing |
| 4th row | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing |
| 5th row | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing |
Common Values
| Value | Count | Frequency (%) |
| Johnson&Johnson, Moderna, Oxford/AstraZeneca, Pfizer/BioNTech | 5952 | 12.9% |
| Oxford/AstraZeneca | 5565 | 12.1% |
| Moderna, Oxford/AstraZeneca, Pfizer/BioNTech | 3742 | 8.1% |
| Oxford/AstraZeneca, Sinopharm/Beijing | 3038 | 6.6% |
| Oxford/AstraZeneca, Pfizer/BioNTech | 3015 | 6.6% |
| Moderna, Pfizer/BioNTech | 1939 | 4.2% |
| Pfizer/BioNTech | 1724 | 3.7% |
| Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing, Sputnik V | 1618 | 3.5% |
| Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | 887 | 1.9% |
| Oxford/AstraZeneca, Sputnik V | 822 | 1.8% |
| Other values (58) | 17682 |
Length
| Value | Count | Frequency (%) |
| oxford/astrazeneca | 37538 | |
| pfizer/biontech | 29892 | |
| moderna | 17354 | |
| sinopharm/beijing | 14024 | 9.6% |
| johnson&johnson | 11396 | 7.8% |
| sputnik | 10811 | 7.4% |
| v | 10811 | 7.4% |
| sinovac | 8661 | 5.9% |
| cansino | 1768 | 1.2% |
| covaxin | 1410 | 1.0% |
| Other values (10) | 2818 | 1.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 86 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 359.4 KiB |
| Ministry of Health | |
|---|---|
| World Health Organization | |
| SPC Public Health Division | 1917 |
| Pan American Health Organization | 1582 |
| Government of the United Kingdom | 1415 |
| Other values (81) |
Length
| Max length | 70 |
|---|---|
| Median length | 25 |
| Mean length | 26.8049104 |
| Min length | 9 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | World Health Organization |
|---|---|
| 2nd row | World Health Organization |
| 3rd row | World Health Organization |
| 4th row | World Health Organization |
| 5th row | World Health Organization |
Common Values
| Value | Count | Frequency (%) |
| Ministry of Health | 10669 | |
| World Health Organization | 9926 | |
| SPC Public Health Division | 1917 | 4.2% |
| Pan American Health Organization | 1582 | 3.4% |
| Government of the United Kingdom | 1415 | 3.1% |
| Africa Centres for Disease Control and Prevention | 1271 | 2.8% |
| Federal Office of Public Health | 544 | 1.2% |
| Ministry of Public Health | 488 | 1.1% |
| Statens Serum Institute | 293 | 0.6% |
| Norwegian Institute of Public Health | 292 | 0.6% |
| Other values (76) | 17587 |
Length
| Value | Count | Frequency (%) |
| health | 30246 | |
| of | 23316 | 13.5% |
| ministry | 12013 | 7.0% |
| organization | 11508 | 6.7% |
| world | 9926 | 5.8% |
| government | 8997 | 5.2% |
| public | 4886 | 2.8% |
| for | 3177 | 1.8% |
| and | 3101 | 1.8% |
| via | 2916 | 1.7% |
| Other values (146) | 62223 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 146 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 359.4 KiB |
| https://covid19.who.int/ | |
|---|---|
| https://stats.pacificdata.org/vis?tm=covid&pg=0&df[ds]=SPC2&df[id]=DF_COVID_VACCINATION&df[ag]=SPC&df[vs]=1.0 | 2020 |
| https://africacdc.org/covid-19-vaccination/ | 1719 |
| https://ais.paho.org/imm/IM_DosisAdmin-Vacunacion.asp | 1519 |
| https://coronavirus.data.gov.uk/details/vaccinations | 1415 |
| Other values (141) |
Length
| Max length | 170 |
|---|---|
| Median length | 51 |
| Mean length | 56.42473469 |
| Min length | 16 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
|---|---|
| 2nd row | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 3rd row | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 4th row | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 5th row | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
Common Values
| Value | Count | Frequency (%) |
| https://covid19.who.int/ | 7530 | 16.4% |
| https://stats.pacificdata.org/vis?tm=covid&pg=0&df[ds]=SPC2&df[id]=DF_COVID_VACCINATION&df[ag]=SPC&df[vs]=1.0 | 2020 | 4.4% |
| https://africacdc.org/covid-19-vaccination/ | 1719 | 3.7% |
| https://ais.paho.org/imm/IM_DosisAdmin-Vacunacion.asp | 1519 | 3.3% |
| https://coronavirus.data.gov.uk/details/vaccinations | 1415 | 3.1% |
| https://who.maps.arcgis.com/apps/dashboards/ead3c6475654481ca51c248d52ab9c61 | 476 | 1.0% |
| https://www.who.int/southeastasia/health-topics/immunization/covid-19-vaccination | 398 | 0.9% |
| https://covid19.ssi.dk/overvagningsdata/download-fil-med-vaccinationsdata | 293 | 0.6% |
| https://www.fhi.no/sv/vaksine/koronavaksinasjonsprogrammet/koronavaksinasjonsstatistikk/ | 292 | 0.6% |
| https://data.gov.lv/dati/eng/dataset/covid19-vakcinacijas | 291 | 0.6% |
| Other values (136) | 30031 |
Length
| Value | Count | Frequency (%) |
| https://covid19.who.int | 7573 | 16.5% |
| https://stats.pacificdata.org/vis?tm=covid&pg=0&df[ds]=spc2&df[id]=df_covid_vaccination&df[ag]=spc&df[vs]=1.0 | 2020 | 4.4% |
| https://africacdc.org/covid-19-vaccination | 1719 | 3.7% |
| https://ais.paho.org/imm/im_dosisadmin-vacunacion.asp | 1519 | 3.3% |
| https://coronavirus.data.gov.uk/details/vaccinations | 1415 | 3.1% |
| https://who.maps.arcgis.com/apps/dashboards/ead3c6475654481ca51c248d52ab9c61 | 476 | 1.0% |
| https://www.who.int/southeastasia/health-topics/immunization/covid-19-vaccination | 398 | 0.9% |
| https://covid19.ssi.dk/overvagningsdata/download-fil-med-vaccinationsdata | 293 | 0.6% |
| https://www.fhi.no/sv/vaksine/koronavaksinasjonsprogrammet/koronavaksinasjonsstatistikk | 292 | 0.6% |
| https://data.gov.lv/dati/eng/dataset/covid19-vakcinacijas | 291 | 0.6% |
| Other values (135) | 29988 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| country | iso_code | date | total_vaccinations | people_vaccinated | people_fully_vaccinated | daily_vaccinations_raw | daily_vaccinations | total_vaccinations_per_hundred | people_vaccinated_per_hundred | people_fully_vaccinated_per_hundred | daily_vaccinations_per_million | vaccines | source_name | source_website | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Afghanistan | AFG | 22-02-2021 | 0.0 | 0.0 | NaN | NaN | NaN | 0.00 | 0.00 | NaN | NaN | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 1 | Afghanistan | AFG | 23-02-2021 | NaN | NaN | NaN | NaN | 1367.0 | NaN | NaN | NaN | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 2 | Afghanistan | AFG | 24-02-2021 | NaN | NaN | NaN | NaN | 1367.0 | NaN | NaN | NaN | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 3 | Afghanistan | AFG | 25-02-2021 | NaN | NaN | NaN | NaN | 1367.0 | NaN | NaN | NaN | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 4 | Afghanistan | AFG | 26-02-2021 | NaN | NaN | NaN | NaN | 1367.0 | NaN | NaN | NaN | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 5 | Afghanistan | AFG | 27-02-2021 | NaN | NaN | NaN | NaN | 1367.0 | NaN | NaN | NaN | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 6 | Afghanistan | AFG | 28-02-2021 | 8200.0 | 8200.0 | NaN | NaN | 1367.0 | 0.02 | 0.02 | NaN | 34.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 7 | Afghanistan | AFG | 01-03-2021 | NaN | NaN | NaN | NaN | 1580.0 | NaN | NaN | NaN | 40.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 8 | Afghanistan | AFG | 02-03-2021 | NaN | NaN | NaN | NaN | 1794.0 | NaN | NaN | NaN | 45.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
| 9 | Afghanistan | AFG | 03-03-2021 | NaN | NaN | NaN | NaN | 2008.0 | NaN | NaN | NaN | 50.0 | Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing | World Health Organization | https://app.powerbi.com/view?r=eyJrIjoiYTkyM2VmMDUtNDJjOC00YjU2LWI3Y2MtNTRhMWY4YzU0YTRlIiwidCI6ImY2MTBjMGI3LWJkMjQtNGIzOS04MTBiLTNkYzI4MGFmYjU5MCIsImMiOjh9 |
Last rows
| country | iso_code | date | total_vaccinations | people_vaccinated | people_fully_vaccinated | daily_vaccinations_raw | daily_vaccinations | total_vaccinations_per_hundred | people_vaccinated_per_hundred | people_fully_vaccinated_per_hundred | daily_vaccinations_per_million | vaccines | source_name | source_website | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 45974 | Zimbabwe | ZWE | 11-09-2021 | 4708905.0 | 2844848.0 | 1864057.0 | 52457.0 | 44094.0 | 31.20 | 18.85 | 12.35 | 2922.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 45975 | Zimbabwe | ZWE | 12-09-2021 | NaN | NaN | NaN | NaN | 42719.0 | NaN | NaN | NaN | 2831.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 45976 | Zimbabwe | ZWE | 13-09-2021 | 4752356.0 | 2856655.0 | 1895701.0 | NaN | 41369.0 | 31.49 | 18.93 | 12.56 | 2741.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 45977 | Zimbabwe | ZWE | 14-09-2021 | 4800761.0 | 2873593.0 | 1927168.0 | 48405.0 | 43831.0 | 31.81 | 19.04 | 12.77 | 2904.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 45978 | Zimbabwe | ZWE | 15-09-2021 | 4855816.0 | 2891837.0 | 1963979.0 | 55055.0 | 43249.0 | 32.17 | 19.16 | 13.01 | 2866.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 45979 | Zimbabwe | ZWE | 16-09-2021 | 4964302.0 | 2930550.0 | 2033752.0 | 108486.0 | 51755.0 | 32.89 | 19.42 | 13.48 | 3429.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 45980 | Zimbabwe | ZWE | 17-09-2021 | NaN | NaN | NaN | NaN | 45993.0 | NaN | NaN | NaN | 3047.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 45981 | Zimbabwe | ZWE | 18-09-2021 | 4992501.0 | 2940750.0 | 2051751.0 | NaN | 40514.0 | 33.08 | 19.49 | 13.59 | 2684.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 45982 | Zimbabwe | ZWE | 19-09-2021 | 5015041.0 | 2948725.0 | 2066316.0 | 22540.0 | 40630.0 | 33.23 | 19.54 | 13.69 | 2692.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |
| 45983 | Zimbabwe | ZWE | 20-09-2021 | 5044809.0 | 2961845.0 | 2082964.0 | 29768.0 | 41779.0 | 33.43 | 19.63 | 13.80 | 2768.0 | Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V | Ministry of Health | https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd |